{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction to Seaborn "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Orginal source:** https://github.com/derekbanas/seaborn/blob/master/SB%20Tut.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Video tutorial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": "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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"750\"\n",
       "            height=\"450\"\n",
       "            src=\"https://www.youtube.com/embed/6GUZXDef2U0\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fad0a163e50>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import YouTubeVideo\n",
    "YouTubeVideo('6GUZXDef2U0', width=750, height=450)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# Auto reloads notebook when changes are made\n",
    "#%reload_ext autoreload\n",
    "#%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Seaborn provides built in datasets\n",
    "#print(sns.get_dataset_names())\n",
    "\n",
    "# Load a built in dataset based on US State car crash percentages\n",
    "crash_df = sns.load_dataset('car_crashes')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/carlos/anaconda3/envs/tryPython37/lib/python3.7/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad0f458250>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Provides a way to look at a univariate distribution. A \n",
    "# univeriate distribution provides a distribution for one variable\n",
    "# Kernal Density Estimation with a Histogram is provided\n",
    "# kde=False removes the KDE\n",
    "# Bins define how many buckets to divide the data up into between intervals\n",
    "# For example put all profits between $10 and $20 in this bucket\n",
    "sns.distplot(crash_df['not_distracted'], kde=False, bins=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Joint Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fad0a1faa10>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Jointplot compares 2 distributions and plots a scatter plot by default\n",
    "# As we can see as people tend to speed they also tend to drink & drive\n",
    "# With kind you can create a regression line with kind='reg'\n",
    "# You can create a 2D KDE with kind='kde'\n",
    "# Kernal Density Estimation estimates the distribution of data\n",
    "# You can create a hexagon distribution with kind='hex'\n",
    "sns.jointplot(x='speeding', y='alcohol', data=crash_df, kind='reg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### KDE Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad0f993310>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get just the KDE plot\n",
    "sns.kdeplot(crash_df['alcohol'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pair Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pair Plot plots relationships across the entire data frames numerical values\n",
    "sns.pairplot(crash_df)\n",
    "\n",
    "# Load data on tips\n",
    "tips_df = sns.load_dataset('tips')\n",
    "\n",
    "# With hue you can pass in a categorical column and the charts will be colorized\n",
    "# You can use color maps from Matplotlib to define what colors to use\n",
    "# sns.pairplot(tips_df, hue='sex', palette='Blues')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rug Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad115ca490>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plots a single column of datapoints in an array as sticks on an axis\n",
    "# With a rug plot you'll see a more dense number of lines where the amount is \n",
    "# most common. This is like how a histogram is taller where values are more common\n",
    "sns.rugplot(tips_df['tip'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Styling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 576x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# You can set styling for your axes and grids\n",
    "# white, darkgrid, whitegrid, dark, ticks\n",
    "sns.set_style('white')\n",
    "\n",
    "# You can use figure sizing from Matplotlib\n",
    "plt.figure(figsize=(8,4))\n",
    "\n",
    "# Change size of lables, lines and other elements to best fit\n",
    "# how you will present your data (paper, talk, poster)\n",
    "sns.set_context('paper', font_scale=1.4)\n",
    "\n",
    "sns.jointplot(x='speeding', y='alcohol', data=crash_df, kind='reg')\n",
    "\n",
    "# Get rid of spines\n",
    "# You can turn of specific spines with right=True, left=True\n",
    "# bottom=True, top=True\n",
    "sns.despine(left=False, bottom=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Categorical Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bar Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad1200ca90>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Focus on distributions using categorical data in reference to one of the numerical\n",
    "# columns\n",
    "\n",
    "# Aggregate categorical data based on a function (mean is the default)\n",
    "# Estimate total bill amount based on sex\n",
    "# With estimator you can define functions to use other than the mean like those\n",
    "# provided by NumPy : median, std, var, cov or make your own functions\n",
    "sns.barplot(x='sex',y='total_bill',data=tips_df, estimator=np.median)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Count Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad121fcc50>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEQCAYAAACnaJNPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi41LCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvSM8oowAAGe5JREFUeJzt3XtwVPXdx/FPEsxNxSABASklUF2KRbIhmlBIRKEQgtDIZUKbSStqISQmJLGpgLVRqwUGGNIGjRIQ8TaVKgaUSyRCscNFC0NBRlw0k+UebppI7rd9/rDdxwhKfibZE+D9muGP8zubPd/jRN7snr14uVwulwAAaCFvqwcAAFxeCAcAwAjhAAAYIRwAACOEAwBghHAAAIwQDgCAEcIBADBCOAAARggHAMBIJ6sHaGs2m83qEQDgsuRwOFp0uysuHFLLTx4A8DWTf3TzVBUAwAjhAAAYIRwAACOEAwBghHAAAIwQDgCAEcIBADBCOAAARq7INwC2VnlVrerqG60eAx2M7zU+uiHQz+oxAMsRjouoq29UzNNvWj0GOphNf5xs9QhAh8BTVQAAI4QDAGCEcAAAjBAOAIARj4YjPz9fjz32mHt79uzZGjRokOx2u+x2uyZP/v+Lj2+88YaioqI0ZMgQZWdnq7GRVzkBQEfgkXDU1dVpyZIlWrx4cbN1h8OhlStXau/evdq7d6/efPPrVzIdOHBAOTk5eumll1RUVKSDBw9q9erVnhgVAHAJHglHdna2PvnkE02dOtW91tjYqOLi4ot+ecj69et17733qn///urSpYtmzJihNWvWeGJUAMAleCQcGRkZys/PV9euXd1rJSUl8vHxUXp6uiIjIzVt2jSVlJRIkpxOp/r16+e+bd++fVVcXOyJUQEAl+CRcHTv3v2CtYqKCoWFhSkrK0vbtm2T3W7XzJkz1dDQoOrqagUEBLhvGxAQoJqaGk+MCgC4BMteVRUaGqoVK1ZowIAB8vPzU2pqqs6cOSOn0yl/f3/V1ta6b1tdXa3AwECrRgUAfINl4di1a5cKCgrc201NTWpsbJSvr69CQkLkdDrd+7791BUAwDqWvo9j3rx5cjgcqqur0+LFi2Wz2dSnTx+NHTtW69at06FDh1RWVqb8/HzFxsZaOSoA4L8s+5DDyMhIpaWlKSkpSWVlZQoLC1NOTo4k6fbbb1d6erqSkpJ0/vx5jR8/XomJiVaNCgD4Bi+Xy+Wyeoi2ZLPZ5HA4WnUfZ8qr+HRcXGDTHyer2w1ca8OVyeTvTj5yBABghHAAAIwQDgCAEcIBADBCOAAARggHAMAI4QAAGCEcAAAjhAMAYIRwAACMEA4AgBHCAQAwQjgAAEYIBwDACOEAABghHAAAI4QDAGCEcAAAjBAOAIARwgEAMEI4AABGCAcAwAjhAAAY8Wg48vPz9dhjj7m3CwoKNHr0aA0ZMkS//vWvdejQIfe+xMREDR48WHa7XXa7XWlpaZ4cFQDwHTp54iB1dXV69tln9cILL2jSpEmSpM8++0zPPPOMXnzxRQ0cOFArVqxQamqqCgsLJUmHDh3Spk2b1LNnT0+MCABoIY884sjOztYnn3yiqVOnutdOnjypxMREDRo0SD4+PkpISJDT6dT58+dVWloql8tFNACgA/JIODIyMpSfn6+uXbu616Kjo5s9/fSvf/1LPXv21PXXXy+HwyE/Pz9NnTpVQ4cOVWpqqs6cOeOJUQEAl+CRcHTv3v179x88eFDZ2dmaPXu2JKm+vl633367Fi5cqKKiInXu3FlZWVmeGBUAcAkeucbxfXbu3KlZs2bpkUceUUxMjCRp1KhRGjVqlPs2v//97zV06FBVVVUpMDDQqlEBALL45bibNm1SamqqnnnmGcXHx7vXCwsLtXXrVvd2fX29vL291amT5Z0DgKueZX8Tf/rpp5o9e7by8vI0dOjQZvsqKiqUl5enW2+9VV26dNGCBQsUExMjX19fi6YFAPyPZeF4/fXXVVtbq+Tk5GbrmzZt0sSJE3X8+HHFx8erqqpK0dHReuqppyyaFADwTV4ul8tl9RBtyWazyeFwtOo+zpRXKebpN9toIlwpNv1xsrrdwDU2XJlM/u7kI0cAAEYIBwDACOEAABghHAAAI4QDAGCEcAAAjBAOAIARwgEAMEI4AABGCAcAwAjhAAAYIRwAACOEAwBghHAAAIwQDgCAEcIBADBCOAAARggHAMAI4QAAGCEcAAAjhAMAYIRwAACMEA4AgBGPhiM/P1+PPfaYe7uoqEijRo2S3W5XWlqaKisr3fveeOMNRUVFaciQIcrOzlZjY6MnRwUAfAePhKOurk5LlizR4sWL3WunTp3So48+qvnz52v79u1qaGhQXl6eJOnAgQPKycnRSy+9pKKiIh08eFCrV6/2xKgAgEvwSDiys7P1ySefaOrUqe61zZs3KyIiQuHh4QoMDFRaWprWrFkjSVq/fr3uvfde9e/fX126dNGMGTPc+wAA1vJIODIyMpSfn6+uXbu615xOp/r16+feDgkJ0blz51RWVnbBvr59+6q4uNgTowIALsEj4ejevfsFa9XV1fL393dv+/n5ycvLSzU1NaqurlZAQIB7X0BAgGpqajwxKgDgEix7VVVAQIDq6urc27W1tXK5XAoMDJS/v79qa2vd+6qrqxUYGGjFmACAb7EsHCEhIXI6ne7tkpISBQcHq3Pnzhfs+/ZTVwAA61gWjpEjR2rnzp366KOPVFVVpaVLlyo2NlaSNHbsWK1bt06HDh1SWVmZ8vPz3fsAANbqZNWBe/TooYULF+rxxx/X2bNnFRUVpczMTEnS7bffrvT0dCUlJen8+fMaP368EhMTrRoVAPANXi6Xy2X1EG3JZrPJ4XC06j7OlFcp5uk322giXCk2/XGyut3AtTZcmUz+7uQjRwAARggHAMAI4QAAGGlROO6///6Lrk+cOLEtZwEAXAa+81VVx44d0/LlyyVJu3fv1hNPPNFs//nz53XixIl2HQ4A0PF8Zzh69+6tgIAAlZWVSVKzd3JL0rXXXqslS5a073QAgA7ne9/H8eijj0qS+vfvr4ceesgjAwEAOrYWvQHwoYce0qFDh1RSUnLBFyrxjm4AuLq0KBx//etf9fzzz6tbt27q1On/f8TLy4twAMBVpkXhWLNmjZYtW6aoqKj2ngcA0MG16OW41dXVGjZsWHvPAgC4DLToEUdMTIxeeeUV/fa3v23veQB8j8bqcrkaai99Q1xVvDr5ySfgBo8dr0XhOHz4sFavXq3nnnuu2de/StKGDRvaZTAAF3I11OrEkpFWj4EOplfG+x49XovCERcXp7i4uPaeBQBwGWhROO677772ngMAcJloUTgSExPl5eV10X0vv/xymw4EAOjYWhSOb78Mt6ysTBs3btTkyZPbZSgAQMfVonBMnz79grVJkyZp7ty5SklJafOhAAAd1w/+Po5evXrp888/b8tZAACXgRY94vj2S24bGxtVWFioW265pV2GAgB0XC0Kx6JFi5pt+/j4qG/fvhd8RwcA4MrXonBs2bKlvecAAFwmWhQOSfrPf/6jNWvW6OTJkwoODlZcXJwiIiLaczYAQAfUoovjRUVFuv/++1VfX6/BgwerqalJ06dP18aNG1t18HXr1slutzf7Y7PZ9M4772j27NkaNGiQe52X/gJAx9CiRxzPPvus/va3vyk6Otq9Nm7cOC1cuFBjx479wQefMGGCJkyY4N5etWqVNm7cqJiYGL344otauXKlwsPDf/D9AwDaXosecRw9evSCNwEOHz5cx48fb7NBjh07pqVLl2rBggXy9vZWcXGxbDZbm90/AKBttCgcN998s7Zv395sbceOHerdu3ebDZKTk6P4+Hj9+Mc/VklJiXx8fJSenq7IyEhNmzZNJSUlbXYsAMAP16KnqpKTk5WSkqLY2FjdfPPNOn78uDZu3KgFCxa0yRCnTp3Sli1btHnzZklSRUWFwsLClJWVpZCQEL3wwguaOXOm3n333WZfXQsA8LwW/S08ZswYHTlyRHv27NHp06fV0NCg5cuXt9n1h/Xr1ys6Otr9XR+hoaFasWKFe39qaqpWrVolp9Opn/zkJ21yTADAD9Oip6pWr16tvLw8ZWRkaMWKFbr33nuVnJysd999t02G2LZtm0aPHu3e3rVrlwoKCtzbTU1NamxslK+vb5scDwDww7UoHMuWLdOqVavcF6unTJmiFStWKDc3t9UDuFwuHThwQIMHD262Pm/ePDkcDtXV1Wnx4sWy2Wzq06dPq48HAGidFj1V9cUXX2jgwIHN1gYOHKhz5861eoDy8nJVVFSoW7du7rXIyEilpaUpKSlJZWVlCgsLU05OTquPBQBovRaF49Zbb9Xrr7+uxMRE99obb7zRJi+XDQoKksPhuGA9ISFBCQkJrb5/AEDbalE45syZo9/97nd69dVX1aNHD5WWlqq8vFzLly9v7/kAAB1Mi8IxePBgvffee/rnP/+p06dPq0ePHrrrrrt0ww03tPd8AIAOpsVviggKClJcXFx7zgIAuAz84G8ABABcnQgHAMAI4QAAGCEcAAAjhAMAYIRwAACMEA4AgBHCAQAwQjgAAEYIBwDACOEAABghHAAAI4QDAGCEcAAAjBAOAIARwgEAMEI4AABGCAcAwAjhAAAYIRwAACOWhyM3N1c/+9nPZLfbZbfbNWzYMElSUVGRRo0aJbvdrrS0NFVWVlo8KQBA6gDhcDgcevrpp7V3717t3btX27dv16lTp/Too49q/vz52r59uxoaGpSXl2f1qAAAdZBwDBgwoNna5s2bFRERofDwcAUGBiotLU1r1qyxaEIAwDdZGo6qqiodO3ZMOTk5Gjp0qOLj47V//345nU7169fPfbuQkBCdO3dOZWVlFk4LAJAsDse5c+cUHh6uBx98UNu2bdPkyZM1Y8YMVVVVyd/f3307Pz8/eXl5qaamxsJpAQCSxeH40Y9+pFdeeUV33HGHfH19NWXKFAUHB2vPnj2qq6tz3662tlYul0uBgYEWTgsAkCwOx8GDB7Vq1apma3V1dfrNb34jp9PpXispKVFwcLA6d+7s4QkBAN9maTj8/f2Vk5OjnTt3qrGxUa+88orq6+s1YsQI7dy5Ux999JGqqqq0dOlSxcbGWjkqAOC/Oll58JCQEM2fP19PPvmkSktLNWDAAOXl5enmm2/WwoUL9fjjj+vs2bOKiopSZmamlaMCAP7L0nBI0pgxYzRmzJgL1keMGKERI0Z4fiAAwPey/H0cAIDLC+EAABghHAAAI4QDAGCEcAAAjBAOAIARwgEAMEI4AABGCAcAwAjhAAAYIRwAACOEAwBghHAAAIwQDgCAEcIBADBCOAAARggHAMAI4QAAGCEcAAAjhAMAYIRwAACMEA4AgBHCAQAwYmk4PvjgA40fP15hYWGKi4vTv//9b0nS7NmzNWjQINntdtntdk2ePNnKMQEA39DJqgN/8cUXyszM1OLFixUVFaV3331XDz/8sLZu3SqHw6GVK1cqPDzcqvEAAN/BskccpaWlGjdunO666y55e3trwoQJkqQjR46ouLhYNpvNqtEAAN/DsnAMHDhQTz75pHv7448/Vk1NjXx8fOTj46P09HRFRkZq2rRpKikpsWpMAMC3dIiL4ydOnNCsWbM0a9YsVVZWKiwsTFlZWdq2bZvsdrtmzpyphoYGq8cEAKgDhOPTTz9VfHy8JkyYoAceeEChoaFasWKFBgwYID8/P6WmpurMmTNyOp1WjwoAkMXh2L17txITE5WUlKT09HRJ0q5du1RQUOC+TVNTkxobG+Xr62vVmACAb7AsHKdPn1ZycrLmzp2rhISEZvvmzZsnh8Ohuro6LV68WDabTX369LFoUgDAN1kWjoKCApWXl+upp55yv1/DbrfLz89PaWlpSkpKUkREhBwOh3JycqwaEwDwLZa9j2P69OmaPn36RffZ7fYLHoUAADoGyy+OAwAuL4QDAGCEcAAAjBAOAIARwgEAMEI4AABGCAcAwAjhAAAYIRwAACOEAwBghHAAAIwQDgCAEcIBADBCOAAARggHAMAI4QAAGCEcAAAjhAMAYIRwAACMEA4AgBHCAQAwQjgAAEYIBwDASIcNx549ezR+/HiFhoZq2rRpOn36tNUjAQDUQcNRU1OjtLQ0paSk6KOPPlLfvn01b948q8cCAEjqZPUAF7Nz504FBwcrJiZGkpSRkaFhw4apoqJC1113ncXTAcDVrUM+4jh8+LD69evn3u7cubM6d+6sw4cPWzgVAEDqoI84qqqq5O/v32zN399f1dXVLfp5m83WHmPhKjd83TNWjwBc3GtRHj1chwxHQECA6urqmq3V1NTo2muvveTPOhyO9hoLAKAO+lRVSEiInE6ne/v8+fMqLy9Xnz59rBsKACCpg4YjMjJSJ0+e1IYNG1RXV6ecnBxFR0e36BEHAKB9eblcLpfVQ1zMvn37lJ2drcOHDyssLEwLFixQcHCw1WMBwFWvw4YDANAxdcinqgAAHRfhAAAYIRwAACOE4ypy7Ngx2Ww2TZky5YJ9y5Ytk81m04cffvidP//hhx/qF7/4RXuOiCuczWZTaGio7Ha7+8+YMWM8cux77rlHu3fv9sixrnQd8g2AaD/e3t5yOp06ceKEevXq5V7ftGmTAgMDLZwMV4tNmzapR48eVo+BVuARx1XGy8tLd999t9577z332pEjR+Tj4+N+ufPWrVs1ceJEhYeHa/jw4Xr11Vcvel9vv/22Ro8ercjISM2ZM0eVlZUeOQdcmerr67VgwQJFRUXprrvu0rJly9z77rnnHq1cuVLR0dGKiIhQQUGBFi1apPDwcMXExOjTTz+VJJ09e1YpKSmKjo5WaGioUlJSLvp76XQ6df/99+uOO+7QpEmTtH//fo+d55WAcFyFxo4dq8LCQvf2hg0bFBsbK+nrzwnLysrS448/rt27d2v+/PmaP3++Kioqmt3H7t27tWjRIuXm5mrr1q1qaGjQggULPHoeuLLk5+dr3759Wrt2rVavXq133nlH69evd+/ftWuXCgsLNWfOHM2dO1eBgYHasWOHwsPDlZ+fL0latGiRevbsqS1btmjLli06cuSI3nnnnWbHaWho0MyZMxUdHa0dO3Zo5syZmjlz5gW/4/huhOMqNGzYMBUXF+vUqVOSpMLCQvdH2Pv7+6ugoEB2u11ffvmlvL291dDQoPLy8mb3sXbtWsXHx8tmsykgIEDp6elau3ateFsQLmXcuHEKDw93//nfdYe1a9cqLS1NN954o2666SY98MADevvtt90/N2XKFAUEBOiOO+5QY2OjEhMT5evrq4iICJWWlkqSHnnkEWVmZqqpqUmnT59WUFCQzp492+z4+/fvV21trR544AFdc801GjVqlPr166cPPvjAc/8RLnNc47gK+fr6asSIESoqKtLPf/5z+fv7q2fPnpK+vgayYcMGvfzyy7ruuusUGhoqSRcE4eTJk1q3bp1efvll91pTU5POnTvHO/zxvdavX3/RaxwnT55UcnKyvL2//vdsU1OTevfu7d4fFBQkSfLx8ZEkXX/99ZK+/p1tamqSJB0/flxPPfWUTp8+LZvNpvLy8gt+d0tLS1VaWqrw8HD3WkNDg0aMGNF2J3mFIxxXqZiYGL300ksqLy93P00lff2VvX//+9/11ltv6aabblJlZWWzf/X9T7du3ZSenq5p06ZJ+vp/vKNHj6pr164eOwdcWYKDg5Wbm6vbbrtNklReXq6amhqj+8jKylJKSori4uIkSWlpaRc9Tv/+/Zs9hXXs2DF16dKlFdNfXXiq6io1fPhwORwOrV27ttnLIW+77TZ5e3vL19dXVVVV+vOf/yzp6zB8U2xsrF577TWVlJSooaFBubm5evjhhz16DriyjBs3Trm5ufrqq690/vx5ZWRkKC8vz+g+Kioq5OfnJ0navHmztmzZcsHvbmhoqCorK/XWW2+pqalJ+/fv1y9/+Ut9/vnnbXYuVzrCcZXy9fVVdHS0unfvru7duzdbHzp0qEaOHKnRo0crICBANptNJSUlzX4+KipKDz74oKZPn64777xTe/bsUW5urry8vDx9KrhCpKSkqHfv3ho3bpxGjhyprl276g9/+IPRfTzxxBOaP3++wsPD9eKLL2rSpEkX/O76+vrq+eefV0FBge68806lp6drzpw5Gjx4cFuezhWNDzkEABjhEQcAwAjhAAAYIRwAACOEAwBghHAAAIwQDgCAEcIBADBCOAAARggH0AaWLFmiqKgoRUREKCEhQfv27ZMkbdu2Tffdd5+GDBmiiRMnur9hsaSkRKGhodqwYYMk6ejRoxoyZEiz70kBOiwXgFbZsWOHKzo62nX27FlXY2OjKycnxzVp0iTXgQMHXIMHD3Zt27bN1dDQ4NqyZYsrLCzMdeTIEZfL5XK9/vrrrqFDh7rOnj3rio+Pd/3pT3+y+EyAluEjR4BW+vjjj5WQkKDk5GTdfffduuWWW+Tt7a3s7GzV1dVp3rx57tumpaUpJCREGRkZkqTp06frs88+03XXXad//OMf8vf3t+o0gBbjY9WBVho0aJAWLVqk1157Tc8995yCgoKUnJysEydO6MMPP9TmzZvdt21sbGwWh1/96ldKSkrSrFmziAYuGzziAFrpxIkT+vLLL3XbbbeppqZGGzdu1OzZs3XnnXfqpz/9qebOneu+7fHjx3XttdcqKChIlZWViouL05AhQ1RYWKg333xT/fv3t/BMgJbh4jjQSvv27dOMGTNUXFwsf39/3XjjjbrmmmuUmpqqgoIC7d69Wy6XSx9//LEmTpyorVu3SpLmzZunbt266S9/+YsmTZqkrKws1dfXW3w2wKXxiANoA0uXLtXq1av11VdfqVevXsrMzNSoUaO0efNmLV26VEePHlVQUJASEhL04IMP6v3331dmZqbWrl2rvn37qqqqShMmTFBsbKwyMzOtPh3gexEOAIARnqoCABghHAAAI4QDAGCEcAAAjBAOAIARwgEAMEI4AABGCAcAwMj/ATqjhuXBtrFGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A count plot is like a bar plot, but the estimator is counting \n",
    "# the number of occurances\n",
    "sns.countplot(x='sex',data=tips_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Box Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fad122d1810>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,9))\n",
    "sns.set_style('darkgrid')\n",
    "\n",
    "# A box plot allows you to compare different variables\n",
    "# The box shows the quartiles of the data. The bar in the middle is the median and\n",
    "# the box extends 1 standard deviation from the median\n",
    "# The whiskers extend to all the other data aside from the points that are considered\n",
    "# to be outliers\n",
    "# Hue can add another category being sex\n",
    "# We see men spend way more on Friday versus less than women on Saturday\n",
    "sns.boxplot(x='day',y='total_bill',data=tips_df, hue='sex')\n",
    "\n",
    "# Moves legend to the best position\n",
    "plt.legend(loc=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Violin Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad12452cd0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Violin Plot is a combination of the boxplot and KDE\n",
    "# While a box plot corresponds to data points, the violin plot uses the KDE estimation\n",
    "# of the data points\n",
    "# Split allows you to compare how the categories compare to each other\n",
    "sns.violinplot(x='day',y='total_bill',data=tips_df, hue='sex',split=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Strip Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad12a53ad0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "# The strip plot draws a scatter plot representing all data points where one\n",
    "# variable is categorical. It is often used to show all observations with \n",
    "# a box plot that represents the average distribution\n",
    "# Jitter spreads data points out so that they aren't stacked on top of each other\n",
    "# Hue breaks data into men and women\n",
    "# Dodge separates the men and women data\n",
    "sns.stripplot(x='day',y='total_bill',data=tips_df, jitter=True, \n",
    "              hue='sex', dodge=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Swarm Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad12a4a750>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A swarm plot is like a strip plot, but points are adjusted so they don't overlap\n",
    "# It looks like a combination of the violin and strip plots\n",
    "# sns.swarmplot(x='day',y='total_bill',data=tips_df)\n",
    "\n",
    "# You can stack a violin plot with a swarm\n",
    "sns.violinplot(x='day',y='total_bill',data=tips_df)\n",
    "sns.swarmplot(x='day',y='total_bill',data=tips_df, color='white')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Palettes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fad12b4f690>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "sns.set_style('dark')\n",
    "\n",
    "sns.set_context('talk')\n",
    "\n",
    "# You can use Matplotlibs color maps for color styling\n",
    "# https://matplotlib.org/3.3.1/tutorials/colors/colormaps.html\n",
    "sns.stripplot(x='day',y='total_bill',data=tips_df, hue='sex', \n",
    "             palette='seismic')\n",
    "\n",
    "# Add the optional legend with a location number (best: 0, \n",
    "# upper right: 1, upper left: 2, lower left: 3, lower right: 4,\n",
    "# https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.legend.html)\n",
    "# or supply a tuple of x & y from lower left\n",
    "plt.legend(loc=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Matrix Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heatmaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad111de9d0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.set_context('paper', font_scale=1.4)\n",
    "# To create a heatmap with data you must have data set up as a matrix where variables\n",
    "# are on the columns and rows\n",
    "\n",
    "# Correlation tells you how influential a variable is on the result\n",
    "# So we see that n previous accident is heavily correlated with accidents, while the\n",
    "# insurance premium is not\n",
    "crash_mx = crash_df.corr()\n",
    "\n",
    "# Create the heatmap, add annotations and a color map\n",
    "sns.heatmap(crash_mx, annot=True, cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fad111c9650>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.set_context('paper', font_scale=1.4)\n",
    "\n",
    "# We can create a matrix with an index of month, columns representing years\n",
    "# and the number of passengers for each\n",
    "# We see that flights have increased over time and that most people travel in\n",
    "# July and August\n",
    "flights = sns.load_dataset(\"flights\")\n",
    "flights = flights.pivot_table(index='month', columns='year', values='passengers')\n",
    "# You can separate data with lines\n",
    "sns.heatmap(flights, cmap='Blues', linecolor='white', linewidth=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7fad1131b5d0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.set_context('paper', font_scale=1.4)\n",
    "\n",
    "# A Cluster map is a hierarchically clustered heatmap\n",
    "# The distance between points is calculated, the closest are joined, and this\n",
    "# continues for the next closest (It compares columns / rows of the heatmap)\n",
    "# This is data on iris flowers with data on petal lengths\n",
    "iris = sns.load_dataset(\"iris\")\n",
    "# Return values for species\n",
    "# species = iris.pop(\"species\")\n",
    "# sns.clustermap(iris)\n",
    "\n",
    "# With our flights data we can see that years have been reoriented to place\n",
    "# like data closer together\n",
    "# You can see clusters of data for July & August for the years 59 & 60\n",
    "# standard_scale normalizes the data to focus on the clustering\n",
    "sns.clustermap(flights,cmap=\"Blues\", standard_scale=1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PairGrid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fad0face310>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 457.227x360 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.set_context('paper', font_scale=1.4)\n",
    "\n",
    "# You can create a grid of different plots with complete control over what is displayed\n",
    "# Create the empty grid system using the provided data\n",
    "# Colorize based on species\n",
    "# iris_g = sns.PairGrid(iris, hue=\"species\")\n",
    "\n",
    "# Put a scatter plot across the upper, lower and diagonal\n",
    "# iris_g.map(plt.scatter)\n",
    "\n",
    "# Put a histogram on the diagonal \n",
    "# iris_g.map_diag(plt.hist)\n",
    "# And a scatter plot every place else \n",
    "# iris_g.map_offdiag(plt.scatter)\n",
    "\n",
    "# Have different plots in upper, lower and diagonal\n",
    "# iris_g.map_upper(plt.scatter)\n",
    "# iris_g.map_lower(sns.kdeplot)\n",
    "\n",
    "# You can define define variables for x & y for a custom grid\n",
    "iris_g = sns.PairGrid(iris, hue=\"species\",\n",
    "                      x_vars=[\"sepal_length\", \"sepal_width\"],\n",
    "                      y_vars=[\"petal_length\", \"petal_width\"])\n",
    "\n",
    "iris_g.map(plt.scatter)\n",
    "\n",
    "# Add a legend last\n",
    "iris_g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Facet Grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fad0face1d0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 540x432 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Can also print multiple plots in a grid in which you define columns & rows\n",
    "# Get histogram for smokers and non with total bill for lunch & dinner\n",
    "# tips_fg = sns.FacetGrid(tips_df, col='time', row='smoker')\n",
    "\n",
    "# You can pass in attributes for the histogram\n",
    "# tips_fg.map(plt.hist, \"total_bill\", bins=8)\n",
    "\n",
    "# Create a scatter plot with data on total bill & tip (You need to parameters)\n",
    "# tips_fg.map(plt.scatter, \"total_bill\", \"tip\")\n",
    "\n",
    "# We can assign variables to different colors and increase size of grid\n",
    "# Aspect is 1.3 x the size of height\n",
    "# You can change the order of the columns\n",
    "# Define the palette used\n",
    "# tips_fg = sns.FacetGrid(tips_df, col='time', hue='smoker', height=4, aspect=1.3,\n",
    "#                       col_order=['Dinner', 'Lunch'], palette='Set1')\n",
    "# tips_fg.map(plt.scatter, \"total_bill\", \"tip\", edgecolor='w')\n",
    "\n",
    "# # Define size, linewidth and assign a color of white to markers\n",
    "# kws = dict(s=50, linewidth=.5, edgecolor=\"w\")\n",
    "# # Define that we want to assign different markers to smokers and non\n",
    "# tips_fg = sns.FacetGrid(tips_df, col='sex', hue='smoker', height=4, aspect=1.3,\n",
    "#                         hue_order=['Yes','No'], \n",
    "#                         hue_kws=dict(marker=['^', 'v']))\n",
    "# tips_fg.map(plt.scatter, \"total_bill\", \"tip\", **kws)\n",
    "# tips_fg.add_legend()\n",
    "\n",
    "# This dataframe provides scores for different students based on the level\n",
    "# of attention they could provide during testing\n",
    "att_df = sns.load_dataset(\"attention\")\n",
    "# Put each person in their own plot with 5 per line and plot their scores\n",
    "att_fg = sns.FacetGrid(att_df, col='subject', col_wrap=5, height=1.5)\n",
    "att_fg.map(plt.plot, 'solutions', 'score', marker='.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Regression Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# lmplot combines regression plots with facet grid\n",
    "tips_df = sns.load_dataset('tips')\n",
    "tips_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fad10591d10>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 445.352x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.set_context('paper', font_scale=1.4)\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "# We can plot a regression plot studying whether total bill effects the tip\n",
    "# hue is used to show separation based off of categorical data\n",
    "# We see that males tend to tip slightly more\n",
    "# Define different markers for men and women\n",
    "# You can effect the scatter plot by passing in a dictionary for styling of markers\n",
    "sns.lmplot(x='total_bill', y='tip', hue='sex', data=tips_df, markers=['o', '^'], \n",
    "          scatter_kws={'s': 100, 'linewidth': 0.5, 'edgecolor': 'w'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fad1240d810>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1596.03x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# You can separate the data into separate columns for day data\n",
    "# sns.lmplot(x='total_bill', y='tip', col='sex', row='time', data=tips_df)\n",
    "tips_df.head()\n",
    "\n",
    "# Makes the fonts more readable\n",
    "sns.set_context('poster', font_scale=1.4)\n",
    "\n",
    "sns.lmplot(x='total_bill', y='tip', data=tips_df, col='day', hue='sex',\n",
    "          height=8, aspect=0.6)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
